Seokyong Chae PhD Thesis ID 993173980

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    The Pennsylvania State University

    The Graduate School

    Intercollege Graduate Program in Materials

    NONLINEAR FINITE ELEMENT MODELING

    AND ANALYSIS OF A TRUCK TIRE

    A Thesis in

    Materials

    by

    Seokyong Chae

    2006 Seokyong Chae

    Submitted in Partial Fulfillment

    of the Requirements

    for the Degree of

    Doctor of Philosophy

    August 2006

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    The thesis of Seokyong Chae was reviewed and approved* by the following:

    Moustafa El-Gindy

    Senior Research Associate, Applied Research Laboratory

    Thesis Co-AdvisorCo-Chair of Committee

    James P. Runt

    Professor of Materials Science and EngineeringThesis Co-Advisor

    Co-Chair of Committee

    Co-Chair of the Intercollege Graduate Program in Materials

    Charles E. BakisProfessor of Engineering Science and Mechanics

    Ashok D. Belegundu

    Professor of Mechanical Engineering

    *Signatures are on file in the Graduate School.

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    iii

    ABSTRACT

    For an efficient full vehicle model simulation, a multi-body system (MBS) simulation is

    frequently adopted. By conducting the MBS simulations, the dynamic and steady-state

    responses of the sprung mass can be shortly predicted when the vehicle runs on an

    irregular road surface such as step curb or pothole. A multi-body vehicle model consists

    of a sprung mass, simplified tire models, and suspension system to connect them. For the

    simplified tire model, a rigid ring tire model is mostly used due to its efficiency.

    The rigid ring tire model consists of a rigid ring representing the tread and the belt, elastic

    sidewalls, and rigid rim. Several in-plane and out-of-plane parameters need to be

    determined through tire tests to represent a real pneumatic tire. Physical tire tests are

    costly and difficult in operations. Thus, the parameters for the rigid ring tire model are

    alternatively predicted by conducting virtual tire tests using a finite element analysis

    (FEA) tire model.

    A nonlinear three-dimensional FEA tire model representing a truck tire, 295/75R22.5, is

    constructed by implementing three-layered membrane elements, hyperelastic solid

    elements, and beam elements. Then, the FEA tire model is validated by comparing its in-

    plane and out-of-plane responses with physical measurements. The virtual and physical

    responses show good agreements. After successful validations of the FEA tire model,

    virtual tire tests are conducted to predict the in-plane and out-of-plane parameters for the

    rigid ring tire models for the first time using an FEA tire model.

    The predicted parameters are implemented in the rigid ring tire model, and the model

    undergoes water drainage ditches 90 and 45 to the tire running direction to predict

    dynamic in-plane and out-of-plane tire responses at various tire loads. Vertical

    displacement of the tire spindle, tire contact forces, and moments are plotted and

    compared with those of the FEA tire model. The in-plane tire responses show good

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    agreements between the results of the two models. On the other hand, the out-of-plane

    tire responses are relatively not in good agreements due to the significantly different tire

    contact area geometries of the two tire models on the 45ditch.

    In the simulations of the FEA and rigid ring tire models, only constant vertical tire load is

    applied to the tire models. Additional tire load due to the vertical acceleration of the

    sprung mass during tire operations is not considered. Thus, a sprung mass and suspension

    system is assembled with the tire models to include the effect of the vertical sprung mass

    motion, which represents a quarter-vehicle model and a closer model to real vehicle

    applications. Then, the models undergo a 90 ditch at various running speeds. The

    vertical accelerations of the tire spindles are predicted during the ditch runs and

    compared with measurements to check whether or not the rigid ring tire model in the

    quarter-vehicle environment predicts acceptable responses.

    Modern high computational capability enables to establish a reliable virtual tire and

    quarter-vehicle model test environments. The developed quarter-vehicle model predicts

    not only dynamic tire responses but also sprung mass responses to irregular road surface

    inputs. Thus, a trustworthy quarter-vehicle model can replace the conventional field

    durability tests, which saves product development cost and time. In addition, virtual testsunder similar conditions can be easily repeated. Higher quality products at lower cost are

    undoubtedly promising.

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    v

    TABLE OF CONTENTS

    LIST OF FIGURES ... x

    LIST OF TABLES.. xiv

    NOMENCLATURE.. xv

    ACKNOWLEDGEMENT.. xvii

    CHAPTER 1: INTRODUCTION. 1

    1.1 History of the Wheel and Tire ... 3

    1.2 Objectives .. 5

    1.3 Methodology .. 6

    1.4 Statement of the Work ... 7

    CHAPTER 2: LITERATURE SURVEY. 10

    2.1 Tire Axis System, Tire Forces, and Moments Definitions 10

    2.1.1 Tire axis system ... 10

    2.1.2 Tire forces and moments .. 11

    2.1.2.1 Tire longitudinal force . 12

    2.1.2.2 Tire lateral force 15

    2.1.2.3 Tire vertical force .18

    2.1.2.4 Tire overturning moment .. 20

    2.1.2.5 Tire rolling resistance moment 21

    2.1.2.6 Tire vertical moment 21

    2.2 Tire Models 21

    2.2.1 Early Tire Models ... 23

    2.2.2 Finite Element Analysis Tire models ... 31

    2.3 Contact and Sliding Interfaces .. 44

    2.3.1 Computational Contact Solution Algorithms .. 44

    2.3.1.1 Contact search algorithm . 46

    2.3.1.2 Contact interface algorithm . 49

    2.3.2 Lagrange Multiplier Method ... 50

    2.3.3 Penalty Method ... 51

    2.4 Experimental Tire Testing . 55

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    2.5 Tire Rubber Material Modeling . 60

    2.6 Summary 66

    CHAPTER 3: NONLINEAR FINITE ELEMENT ANALYSIS TRUCK

    TIRE MODELING.... 67

    3.1 Tire Structure, Its Components, and Materials .. 69

    3.1.1 Carcass 70

    3.1.2 Belts 71

    3.1.3 Tread and Treadbase ... 72

    3.1.4 Beads .. 73

    3.1.5 Aspect Ratio 73

    3.2 Tire Structure and Material Modeling ... 75

    3.2.1 FEA Modeling on Carcass and Belts Using Membrane

    Elements ... 76

    3.2.2 FEA Modeling on Tread, Treadbase, Tread Shoulders, Bead

    Fillers Using Solid Elements 81

    3.2.3 FEA Modeling of Beads 83

    3.2.4 FEA Rim Model 85

    3.3 FEA Tire-Rim Assembly Model 87

    3.4 Various Virtual Tire Test Environments 88

    3.4.1 Combined FEA Truck Tire and a Rigid Flat Road Model . 89

    3.4.2 Combined FEA Truck Tire and a Rigid Cleat-Drum Model .. 90

    3.4.3 Combined FEA Truck Tire and a Rigid Smooth Drum Model ... 91

    3.4.4 Combined FEA Truck Tire and a Rigid Road with Water

    Drainage Ditches Model . 92

    3.5 Summary 92

    CHAPTER 4: FEA TRUCK TIRE MODEL VALIDATION. 94

    4.1 Static Validation Tests .. 94

    4.1.1 Tire Vertical Load-Deflection Relationship ... 94

    4.1.2 Footprint Area . 96

    4.2 Dynamic Validation Tests . 98

    4.2.1 First Mode of Free Vertical Vibration Test .... 99

    4.2.2 Cornering Test 101

    4.2.3 Yaw Oscillation Test .. 103

    4.2.3.1 Amplitude Ratio and Phase Angle .... 104

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    4.2.3.2 Virtual Yaw Oscillation Test Using FEA

    Truck Tire Model .. 106

    4.3 Summary 109

    CHAPTER 5: DETERMINATION OF THE IN-PLANE AND OUT-OF-

    PLANE PARAMETERS OF A RIGID RING TIRE MODEL

    USING THE FEA TRUCK TIRE MODEL. 111

    5.1 In-Plane Parameters Determination ... 112

    5.1.1 Effective Rolling Radius . 114

    5.1.2 In-Plane Translational Stiffness of the Sidewall and Residual

    Vertical Stiffness at Contact Area ... 116

    5.1.3 In-Plane Longitudinal and Vertical Damping Constants of

    Sidewall and Residual Damping Constant at Contact Area 117

    5.1.4 In-Plane Rotational Stiffnessand Damping Constant of the

    Sidewall .. 118

    5.1.4.1 In-Planed Rotational Stiffness of the Sidewall 119

    5.1.4.2 In-Planed Rotational Damping Constant of the

    Sidewall ... 119

    5.1.5 Longitudinal Tread Stiffness and Longitudinal Slip Stiffness 121

    5.1.5.1 Longitudinal Slip Stiffness .. 123

    5.1.5.2 Longitudinal Tread Stiffness 123

    5.1.6 Comparison of In-plane Tire Responses between the FEA and

    Rigid Ring Tire Models .. 124

    5.1.6.1 90Water Drainage Ditch Profile .... 125

    5.1.6.2 Comparison of the Predicted Vertical Displacements . 125

    5.1.6.3 Comparison of the Predicted Longitudinal Contact

    Forces .. 127

    5.1.6.4 Comparison of the Predicted Vertical Contact Forces . 129

    5.2 Out-of-Plane Parameters Determination 131

    5.2.1 Out-of-Plane Translational Stiffness and Damping Constant

    of the Sidewall .... 132

    5.2.2 Out-of-Plane Rotational Stiffness and Damping Constant

    of the Sidewall .... 134

    5.2.3 Lateral Free Vibration Tests ... 137

    5.2.4 Cornering Stiffness . 139

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    5.2.5. Self-Aligning Stiffness ... 139

    5.2.6 Relaxation Length ... 140

    5.2.7 Comparison of Out-of-Plane Tire Responses between the FEA

    and Rigid Ring Tire Models ... 141

    5.2.7.1 45Water Drainage Ditch Profile 142

    5.2.7.2 Comparison of the Predicted Vertical Displacements . 143

    5.2.7.3 Comparison of the Predicted Longitudinal Contact

    Forces ... 144

    5.2.7.4 Comparison of the Predicted Lateral Contact Forces .. 146

    5.2.7.5 Comparison of the Predicted Vertical Contact Forces . 148

    5.2.7.6 Comparison of the Predicted Overturning Moments ... 149

    5.2.7.7 Comparison of the Predicted Vertical Moments .. 151

    5.3 Summary 152

    CHAPTER 6: QUARTER-VEHICLE MODELS USING RIGID RING

    AND FEA TIRE MODELS.. 154

    6.1 FEA and Rigid Ring Quarter-Vehicle Models .. 155

    6.1.1 Sprung Mass ... 156

    6.1.2 Front Axle Suspension Characteristics ... 156

    6.2 Durability Tests Using a Tractor-Semitrailer

    and Quarter-Vehicle Models . 157

    6.2.1 90Water Drainage Ditch ... 158

    6.2.2 Vertical Acceleration Measurements on the Ditch Using

    Tractor-Semitrailer . 159

    6.2.3 Vertical Acceleration Predictions on the Ditch Using

    Quarter-Vehicle Models . 160

    6.2.4 Model Validations ... 163

    6.3 Summary 165

    CHAPTER 7: CONCLUSION AND FUTURE WORK. 167

    7.1 Conclusions 167

    7.2 Major Contributions ... 169

    7.3 Recommended Future Work .. 170

    7.3.1 FEA Truck Tire Model in a Full-Vehicle Model 170

    7.3.2 FEA Tire Model on a Soft Soil Terrain .. 171

    7.3.3 FEA Vehicle/Tire Model for Hydroplaning Prediction ... 171

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    REFERENCES 173

    APPENDIX A: SIDEWALL DAMPING COEFFICIENT CALCULATION.. 183

    APPENDIX B:.DIGITIZED DITCH PROFILES... 186

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    x

    LIST OF FIGURES

    2-1 Wheel Axis, Forces, and Moments Definitions (Wong, 2001) .. 11

    2-2 Major Components of Rubber Friction (Haney, 2004) .. 14

    2-3 Cornering Force Developments at Various Slip Angles (Wong, 2001) . 16

    2-4 Vehicle Under Cornering Maneuver and Lateral Force at the Contact Area . 17

    2-5 Contact Area Shapes at Different Slip Angles (Haney, 2004) ... 18

    2-6 Normal Pressure Distributions in the Contact Areas (Gillespie, 1992) . 19

    2-7 Overturning Moment (Yap, 1991) .. 20

    2-8 Tire Force Response Interactions (Allen et al., 1995) 23

    2-9 Tire-Road Contact Mechanisms of the Early Tire Models

    (Sui and Hirshey, 1999) 24

    2-10 Equivalent Plane Tire-Road Contact Model (Sui and Hirshey, 1999) . 25

    2-11 Five Degrees of Freedom of Lumped Mass-Spring Tire Model

    (Takayama and Yamagishi, 1984) 26

    2-12 In-Plane Rigid Ring Tire Model (Zegelaar and Pacejka, 1997) ... 28

    2-13 Flexible Ring Tire Model (Kim and Savkoor, 1997) ... 29

    2-14 Rigid Ring Tire Model (Bruni et al., 1997) . 30

    2-15 Radial Tire Layout with a Belt Wedge near Tread Shoulder

    (Kenny and Stechschulte, 1988) 34

    2-16 Passenger Car Tire, P195/75R14, FEA Tire Model (Rhyne et al., 1994) 36

    2-17 Inflated and Loaded Tire Model with Fixed Boundary Conditions in the Rim

    Contact Areas (Zhang, 2001) . 39

    2-18 Detail Tire Modeling of Isotropic and Anisotropic Layers (Zhang, 2001) .. 39

    2-19 Normal Contact Pressure Distribution (Zhang, 2001) .. 40

    2-20 Vibration Modes Test and Standing Waves Prediction (Chang, 2002) 41

    2-21Two-Dimensional and Three-Dimensional Tire Models (Yan, 2003) .. 41

    2-22 Tire Parts Subject to Relatively High Loadings (Yan, 2005) ... 43

    2-23 Contact-Impact Simulation Methods (ESI, 2000) 45

    2-24 Search Radius (ESI, 2000) 47

    2-25 Node-to-Segment Correspondence Search (ESI, 2000) ... 48

    2-26 Deformed Shapes Corresponding to the Pressures (Hallquist et al., 1985) ..53

    2-27 Sequence of a Single-Surface Square Tube Buckling

    (Benson and Hallquist, 1990) ... 54

    2-28 Tire Tests on Internal and External Drums (Eldik Thieme, 1982) ... 56

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    2-29 Test Wheel on Flat Rotating Disc (Kollmann, 1959) .. 56

    2-30 Tire Test on Flat Belt (Eldik Thieme, 1982) 57

    2-31 Randomly Oriented Chains (a) and Oriented Chains (b) (Askeland, 1994) 61

    2-32 Principal Stresses and Extension Ratios (Yeoh, 1993) 62

    2-33 Determination of the Mooney-Rivlin Coefficients (Yeoh, 1990) 65

    3-1 Heavy-Duty Radial Truck Tire (Ford and Charles, 1988) . 69

    3-2 Typical Tire Constructions (Wong, 2001) .. 70

    3-3 Basic Tread Patterns of Truck Tires (Ford and Charles, 1988) . 72

    3-4 Bead Bundle Configurations (Ford and Charles, 1988) 73

    3-5 Definitions of a Tire Cross-Sectional Shape

    (Tire and Rim Association Year Book, 1996) . 74

    3-6 Radial Truck Tire (Retrieved from www.goodyear.com) . 76

    3-7 Definition of Membrane Elements (ESI, 1998) 76

    3-8 Three-Layered Membrane Element (ESI, 2000) ... 77

    3-9 Carcass Wrap around Bead (Gough, 1981) 78

    3-10 Locations of the Layered Membrane Elements and Their Part I.D.

    Numbers in FEA Truck Tire Model . 78

    3-11 Carcass and Belts Membrane Elements Used in FEA Truck Tire Model 80

    3-12 Definitions of Solid Elements (ESI, 1998) .. 81

    3-13 Locations of the Solid Elements and Their Part I.D.

    Numbers in FEA Truck Tire Model 82

    3-14 Solid Elements used in FEA Truck Tire Model .. 83

    3-15 Definition of Beam Element 84

    3-16 Beam Elements and Their I.D. Number in FEA Tire Model ... 84

    3-17 Two Beads Used in FEA Truck Tire Model 85

    3-18 15Drop Center Rim Contour (Tire and Rim Association Year Book, 1996). 86

    3-19 FEA Truck Tire Rim Model . 87

    3-20 FEA Tire-Rim Assembly Model .. 88

    3-21 FEA Truck Tire on a Rigid Flat Road Model .. 89

    3-22 FEA Truck Tire at 4 Steer Angle on a Rigid Flat Road Model ...... 89

    3-23 FEA Truck Tire on a Rigid Cleat-Drum Model ... 90

    3-24 FEA Truck Tire on a Rigid Smooth Drum Model ... 91

    3-25 FEA Truck Tire on a Rigid Flat Road with the Three Water Drainage Ditches92

    4-1 Virtual Tire Load-Deflection Test . 95

    4-2 Vertical Tire Load versus Deflection . 95

    4-3 Footprint Areas and Shapes of Various Tires (Tekscan, 2006) . 96

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    4-4 Footprint Area Prediction at Various Tire Loads ... 97

    4-5 Footprint Area versus Vertical Static Load 98

    4-6 In-Plane Tire Excitation During Cleat Impact 99

    4-7 FFT Result of Vertical Reaction Force at Tire Spindle .. 100

    4-8 First Mode of Vertical Free Vibration (Gillespie, 1992) 100

    4-9 Cornering Simulation at Slip Angle of 6.. 101

    4-10 Cornering Forces Validation 102

    4-11 Aligning Moments Validation .. 102

    4-12 Yaw Oscillation Test 103

    4-13 Yaw Oscillation Input and Lateral Force Output at the Frequency of 1 Hz . 107

    4-14 Tire Lateral Force Magnitude as a Function of Path Frequency .. 108

    4-15 Tire Phase Angle as a Function of Path Frequency .. 108

    5-1 In-Plane Rigid Ring Tire Model (Zegelaar and Pacejka, 1997) . 113

    5-2 Tire Deflection during Rolling ... 114

    5-3 Effective Rolling Radius, Re .. 115

    5-4 Rotational Excitation on FEA Truck Tire .. 118

    5-5 Angular Displacement of the Tread and Damping Response of the Sidewall ... 119

    5-6 Longitudinal Force versus Slip Ratio . 122

    5-7 90 Water Drainage Ditch Profile ... 125

    5-8 Tire Spindle Vertical Displacements at Tire Load of 13.3 kN ... 126

    5-9 Tire Spindle Vertical Displacements at Tire Load of 26.7 kN ... 126

    5-10 Tire Spindle Vertical Displacements at Tire Load of 40.0 kN . 126

    5-11 Longitudinal Contact Force at Tire Load of 13.3 kN ... 128

    5-12 Longitudinal Contact Force at Tire Load of 26.7 kN ... 128

    5-13 Longitudinal Contact Force at Tire Load of 40.0 kN ... 128

    5-14 Vertical Contact Force at Tire Load of 13.3 kN ... 129

    5-15 Vertical Contact Force at Tire Load of 26.7 kN ... 129

    5-16 Vertical Contact Force at Tire Load of 40.0 kN ... 130

    5-17 Out-of-Plane Parameters for the Rigid Ring Tire Model (Volvo 3P, 2004) 131

    5-18 Out-of-Plane Translational Excitation on Sidewall . 132

    5-19 Lateral Displacement and Damping Response of the Sidewall 133

    5-20 Out-of-Plane Rotational Excitation on Sidewall .. 135

    5-21 Out-of-Plane Rotational Displacement and Damping Response

    of the Sidewall .. 135

    5-22 Lateral Excitation at Tire Spindle . 137

    5-23 Lateral Free Vibration Test Result at Vertical Tire Load 26.7 kN ... 137

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    5-24 Cornering Stiffness Prediction at Vertical Load of 26.7 kN 139

    5-25 Self-Aligning Stiffness Prediction at Vertical Load of 26.7 kN .. 140

    5-26 45 Water Drainage Ditch Profile . ... 142

    5-27 Tire Spindle Vertical Displacements at Tire Load of 13.3 kN . 143

    5-28 Tire Spindle Vertical Displacements at Tire Load of 26.7 kN . 143

    5-29 Tire Spindle Vertical Displacements at Tire Load of 40.0 kN . 144

    5-30 Longitudinal Contact Forces at Tire Load of 13.3 kN . 145

    5-31 Longitudinal Contact Forces at Tire Load of 26.7 kN ..145

    5-32 Longitudinal Contact Forces at Tire Load of 40.0 kN . 146

    5-33 Lateral Contact Forces at Tire Load of 13.3 kN ... 147

    5-34 Lateral Contact Forces at Tire Load of 26.7 kN ... 147

    5-35 Lateral Contact Forces at Tire Load of 40.0 kN ... 147

    5-36 Vertical Contact Forces at Tire Load of 13.3 kN 148

    5-37 Vertical Contact Forces at Tire Load of 26.7 kN . 149

    5-38 Vertical Contact Forces at Tire Load of 40.0 kN 149

    5-39 Tire Spindle Overturning Moment at Tire Load of 13.3 kN 150

    5-40 Tire Spindle Overturning Moment at Tire Load of 26.7 kN 150

    5-41 Tire Spindle Overturning Moment at Tire Load of 40.0 kN 150

    5-42 Tire Spindle Vertical Moments at Tire Load of 13.3 kN 151

    5-43 Tire Spindle Vertical Moments at Tire Load of 26.7 kN . 151

    5-44 Tire Spindle Vertical Moments at Tire Load of 40.0 kN . 152

    6-1 Quarter-Vehicle Models . 155

    6-2 Spring Characteristics of the Suspension 156

    6-3 Shock Absorber Characteristics of the Suspension 157

    6-4 Measurement of the 90 Ditch Profile 158

    6-5 90 Ditch Profile .. 158

    6-6 Test Tractor-Semitrailer Running over the Ditch .. 159

    6-7 Accelerometer Location at Front Left Wheel 159

    6-8 Tire Spindle Vertical Accelerations at 8.2 km/h (Rated Tire Load: 26.7 kN) 160

    6-9 Tire Spindle Vertical Accelerations at 11.1 km/h (Rated Tire Load: 26.7 kN) . 161

    6-10 Tire Spindle Vertical Accelerations at 21.3 km/h (Rated Tire Load: 26.7 kN) 161

    7-1 FEA Tire Model on a Soft Soil Terrain .. 171

    7-2 FEA Vehicle/Tire Model for Hydroplaning Prediction .. 172

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    LIST OF TABLES

    3-1 Material Properties of the Layered Membrane Elements ... 79

    3-2 Material Properties of the Solid Elements .. 83

    3-3 Material Properties of the Beam Elements . 84

    3-4 15Drop Center Rim Contour Dimensions for 22.5 8.25 Truck Tire Rim . 86

    3-5 Material Properties of the FEA Rim .. 87

    5-1 In-plane Translational and Residual Vertical Stiffness of Sidewall

    at Tire Load of 26.7 kN .117

    5-2 In-plane Longitudinal and Vertical Damping Constants of the Sidewall and

    Residual Damping Constant at Contact Area at Tire Load of 26.7 kN .. 118

    5-3 In-plane Rotational Stiffness and Damping Constants of Sidewall

    at Tire Load: 26.7 kN 121

    5-4 Predicted Rigid Ring Tire Model Parameters at Given Tire Load . 124

    5-5 Parameters Used for the Out-of-Plane Translational Damping Constant .. 134

    5-6 Parameters Used for the Out-of-plane Rotational Damping Constant ... 136

    5-7 Parameters Used for the Out-of-plane Slip Damping Constant . 138

    5-8 Out-of-Plane Characteristic Parameters of the Rigid Ring Tire Model . 141

    6-1 Statistical Validation of Tire Spindle Vertical Acceleration at 8.2 km/h ... 165

    6-2 Statistical Validation of Tire Spindle Vertical Acceleration at 11.1 km/h . 165

    6-3 Statistical Validation of Tire Spindle Vertical Acceleration at 21.3 km/h . 165

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    NOMENCLATURE

    Symbol Description Unit

    a Half contact length between tire and road surface mC10, C01 Mooney-Rivlin coefficient N/m

    2

    cbx, cbz In-plane translational damping of sidewall N s/m

    cby Out-of-plane translational damping constant N s/m

    cb Out-of-plane rotational damping constant N m s/rad

    cb In-plane rotational damping of sidewall N m s/rad

    cc Critical damping constant N s/m

    cl Out-of-plane slip damping constant N s/m

    cvr Residual damping constant N s/m

    d Tire Deflection due to loading m

    f Stretching force on a single chain molecule N

    fr Rolling resistance coefficient -Fx Longitudinal or tractive force N

    Fy Lateral force N

    fy Yaw oscillation frequency Hz

    Fy_R Resultant lateral force N

    Fz Vertical or normal force N

    Fz_R Resultant vertical force N

    Iax, Iaz Mass moment of inertia of wheel rim about X- and Z-axis kg m2

    Iay Mass moment of inertia of wheel rim about Y-axis kg m2

    Ibx, Ibz Mass moment of inertia of tire belt about X- and Z-axis kg m2

    Iby Mass moment of inertia of tire belt about Y-axis kg m2

    Ii Strain invariant (i=1, 2, and 3) -kbx, kbz In-plane translational stiffness of sidewall N/m

    kby Out-of-plane translational stiffness N/m

    kb Out-of-plane rotational stiffness N m/rad

    kb In-plane rotational stiffness of sidewall N m/rad

    kcx Longitudinal tread stiffness N/m

    kf Cornering stiffness N/rad

    kk Longitudinal slip stiffness N/slip unit

    kL Lateral tire stiffness N/m

    kl Lateral slip stiffness N/m

    kM Self-aligning stiffness kN m/rad

    ktot Tire total vertical stiffness N/mkvr Residual vertical stiffness N/m

    ma Wheel rim mass kg

    mb Tire belt mass kg

    Mx Overturning moment N m

    My Rolling resistance moment N m

    Mz Vertical or aligning moment N m

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    Symbol Description Unit

    R Radius of the inflated tire before loading m

    Re Effective rolling radius m

    Rdrum Drum radius m

    s Longitudinal offset between the wheel center and Fz_R m

    T Absolute temperature Kti Principal stress (i=1, 2, and 3) N/m

    2

    u Current wheel orientation -

    v, vtire Tire speed m/s

    vdrum Drum speed -

    vtr Tread speed -

    W Strain energy density function -

    Slip angle rad

    Phase angle rad

    Amplitude ratio of the output to yaw oscillation input -

    Lagrange multiplier N

    i Extension ratio (i=1, 2, and 3) -

    System time constant s

    d Damped period of vibration s

    Wheel angular speed rad/s

    d Damped natural frequency rad/m

    drum Drum angular speed rad/s

    n Undamped natural frequency rad/m

    path Path frequency rad/m

    y Yaw oscillation frequency rad/s

    Damping ratio -

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    xvii

    ACKNOWLEDGMENTS

    For many years, obtaining a doctoral degree in engineering has been my highest

    professional goal. Taking the steps to achieve this goal has proved challenging yet

    rewarding. During the process, many have influenced and contributed to my development

    both as a student and as a person. Special thanks are owed to the members of my graduate

    committee: Dr. James P. Runt, Dr. Ashok D. Belegundu, and Dr. Charles E. Bakis. Each

    of you has provided invaluable research and teaching guidance in pursuit of my

    professional ambition.

    Dr. Moustafa El-Gindy, chair of my committee, has provided unwavering support andleadership throughout my academic career. His professional accomplishments are

    inspiring and his strong encouragement has helped me remain focused and motivated

    throughout my tenure at Penn State. I am deeply indebted to Dr. El-Gindy for his time

    and thoughtful consideration.

    I also thank the Goodyear Tire and Rubber Company for providing the measurements of

    the tire deflection and footprint area versus vertical tire loads. I would like to express my

    deep appreciation to Mr. Trivedi Mukesh and Mr. Fredrik ijer of Volvo 3P, the sponsor

    of the research project, for their continuous technical help during the course of this study.

    On a personal note, I would like to give thanks to my parents, Dr. Jungmin Chae and

    Taesun Son, for their endless guidance and care. They have taught me hard work,

    dedication, and commitment. The personal opportunities that they have provided would

    take more than a lifetime to repay. Also, I would like to thank Dr. Benedict Y. Oh and

    MD. Susan Oh, my parents of this town, State College, for their cordial encouragementand care. I also thank my brother, Seokhyun, and sisters, Sungwon and Sunghee, for their

    encouragement during this endeavor.

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    Lastly, I would like to express my sincere appreciation to my wife, Eunju Kim. She has

    devoted herself to support and encourage me even though she is busy in pursuing her

    doctoral degree. Thus, I dedicate this thesis to my wife, Eunju Kim. Without the patience,

    love, and understanding of my wife, this accomplishment would not have been possible.

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    CHAPTER 1

    INTRODUCTION

    Tires are among the most essential components of ground vehicles. They perform many

    important functions during vehicle operation. For example, they support vehicle weight

    enough according to its own rated load capacity. They also transmit sufficient driving,braking, and cornering efforts between the rim and road surfaces. They have the ability to

    resist the longitudinal, lateral, and vertical reaction forces from the road surface without

    severe deformation or failure. Further, they also alleviate shocks from road surface

    irregularities to a certain degree due to their damping and energy dissipation nature.

    Eventually, tires provide a safe and comfortable environment for passengers and luggage.

    If tires cannot perform all these tasks properly, the driver may easily lose control of the

    vehicle and face serious safety problems.

    In order to satisfy these performance requirements mentioned above, tires need to be

    robust enough to withstand the applied vertical wheel load, frictional shear forces, and

    wear generated on the tire-road contact area. At the same time, tires need to be soft and

    flexible enough to absorb shocks due to road surface irregularities. Because there does

    not exist currently a single engineering material to serve for all these performance

    requirements of the tires, steel-cords embedded rubber composite materials are used. As

    can be observed, the tire structure is complex to fulfill the performance requirements and

    challenging to design and manufacture.

    For the last 120 years since the first pneumatic tire was invented, many technologies have

    been continuously developed to satisfy the performance requirements and enhance the

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    quality of tires. Higher quality of passenger car tires has been developed to provide a

    softer and more comfortable ride for passengers. Simultaneously, stronger commercial

    vehicle1tires have been also developed to withstand and carry higher loads of freight.

    Whenever a new type of tire is designed and manufactured, tire testing is required to

    characterize the performances of the new tire. Many tire testing set-ups have been

    developed to measure static and dynamic tire responses in a laboratory or a test field.

    However, the experimental tire testing is usually costly and difficult to build. In addition,

    experiment equipment, its set-up, data acquisition, and analysis need highly experienced

    skills and long testing time. Sometimes, the experimental tire testing is governed by

    weather and temperature of the test field environment. In addition, some extreme cases

    such as high tire loading and/or high speed of tire rotation cannot be conducted by usingconventional testing equipment. It can also take large amount of time and effort to repeat

    same or similar tire tests. In order to overcome these limitations of the experimental tire

    testing, many researchers have tried to build alternative tire testing environments during

    the last few decades.

    Fortunately, modern computer technology enables to open a new era of tire testing.

    Through tire model simulations, most of the laboratory tire tests can be duplicated. Even

    limited tire tests that cannot be performed in laboratory, such as high speed and/or

    loading operations, are possible with the tire model simulations. Among tire models, a

    rigid ring and a finite element analysis (FEA) tire models are widely used. The rigid ring

    tire model is simple but needs several in-plane and out-of-plane parameters to be

    determined through comprehensive tire tests. The rigid ring tire model is simulated not

    only alone but also together in multi-body vehicle model environment. On the other hand,

    the FEA tire model is complicated to build but versatile in its applications.

    In this study, the parameters of the rigid ring tire model are predicted by using an FEA

    truck tire model, then, the rigid ring tire model is tested on a durability test event alone

    and in a quarter-vehicle environment. The predicted dynamic tire responses of the rigid

    1Buses, trucks, trailers, and moving vans are categorized as the commercial vehicles.

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    ring tire model are compared with those of the FEA truck tire model and measured values

    using a tractor-semitrailer.

    1.1 History of the Wheel and Tire

    In the Paleolithic era, 15,000 to 750,000 years ago, people used round logs to move

    heavy objects more easily (The Evolution of the Wheel1, 2006). They placed logs and a

    sledge under a heavy object and dragged the sledge over one log to the next. As the

    sledges started to wear grooves into the log between the two ends, the log gradually

    changed shape similar to a big bone. Then, the wood between two ends was cut to create

    the axle. The two ends finally became solid wheels even though they were primitive. The

    first use of the solid wheel for transportation was assumed to be used on Sumerian 2

    chariots in 3,500 BC (Dillion and Rockefeller, 1999). The two-wheeled chariot was

    found in the birthplace of Sumeria and is believed to be the first form of wheeled

    transportation. This chariot increased the speed of travel over land and eventually led to a

    four-wheeled cart, which took the burden of carrying supplies and equipment off the

    shoulders of men.

    For over a few thousands years, wooden wheels had been manufactured with different

    spokes, leather-tops, and iron strip-tops, in chronological order. In 1839, Charles

    Goodyear discovered the vulcanization process (Goodyear, 1853), which is the process of

    heating raw rubber with sulfur to transform sticky raw rubber to a firm but pliable

    material. The process makes rubber a perfect material for tires and other engineering

    applications. Soon after the discovery of the vulcanization process, bicycle tires could be

    manufactured using the vulcanized solid rubber. These solid rubber tires were strong

    enough to resist cuts and abrasions. They could even absorb some amount of shocks

    1http://www.ohtm.org/wheel.html2Sumeria (or Sumer) is one of the first civilized societies in southern Mesopotamia areafrom around 3,800 BC to 2,000 BC.

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    from roadway irregularities. However, despite these safety features, these tires were still

    very heavy and did not provide a smooth ride to driver.

    Later, in 1845, Robert William Thomson, a Scottish engineer, conceived an idea of air-

    inflated or pneumatic bicycle tires and expected that the pneumatic tires could overcome

    the limitation of the solid rubber tires (Bellis, 2006). However, his idea of a pneumatic

    tire was only patented as a concept and was never carried out to manufacture a real

    pneumatic tire. Meanwhile, John Boyd Dunlop, a Scottish veterinarian, watched his son

    encountered difficulty riding a tricycle over cobbled ground 1 . He realized that the

    unforgiving ride was due to the solid rubber tires of the tricycle. He started to find a way

    to improve the ride performance of the tires. Shortly, he considered that an air-inflated

    tire would be light and absorb more shocks that provided a smoother ride. Eventually, hemanufactured the first pneumatic bicycle tire in 1888 and patented it, which replaced

    most of the solid bicycle and tricycle tires within ten years.

    One day in 1889, a bicyclist brought a punctured bicycle tire to the Michelin brothers,

    Andr and douard Michelin, to fix (Automotive News Europe, 2001). They found a

    major drawback of Dunlops tire in that the tire was firmly glued to the rim, which made

    punctured tire repair very difficult. The Michelin brothers decided to help the bicyclist

    and tried to find an easier method to repair punctured tires. Eventually, they

    manufactured a detachable pneumatic tire that could save time and effort to repair a

    punctured tire. A few years later, Michelin brothers made an effort to convince carmakers

    of the utility of inflatable tires. At that time, cars had used the same kind of wheel as

    those used on horse-drawn vehicles which was a wooden wheel with a metal rim or a

    solid tire. The brothers effort was accepted and, within a few years, the Michelin firm

    achieved astonishing growth by serving the early stage of the automotive industry.

    1http://www.tartans.com/articles/famscots/jbdunlop.html

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    1.2 Objectives

    For an efficient full vehicle model simulation, a multi-body system (MBS) simulation is

    frequently adopted. In the MBS simulations, a rigid ring tire model is mostly used due toits efficiency. For the rigid ring tire model, several in-plane and out-of-plane parameters

    need to be determined through tire tests to represent a real pneumatic tire. The physical

    tire tests are costly and difficult in operations. Thus, the parameters for the rigid ring tire

    model are alternatively predicted by conducting virtual tire tests using an FEA truck tire

    model. The rigid ring tire model implemented with the determined parameters will

    generate tire responses in a multi-body truck model close to those of an actual tire, thus, it

    will contribute to obtain the efficient results of vehicle model simulations.

    The first objective of this study is to build a reliable truck tire model and a virtual tire

    testing environment to replace the conventional expensive and limited physical tire tests.

    An FEA truck tire model is created based on a real truck tire, 295/75R22.5, dimensions

    and material data. Then, this tire model experiences validation tasks to check whether it

    follows the similar behaviors of the available measured data.

    As the second objective of the study, in-plane and out-of-plane characteristic parametersfor a rigid ring tire model to represent the truck tire are predicted by using the developed

    FEA tire model and virtual testing environments at various tire operation conditions.

    After the predicted parameters are implemented in the rigid ring tire model, the model is

    tested by running on water drainage ditches. The predicted in-plane and out-of-plane tire

    responses are compared with those of the FEA truck tire model.

    As the third objective of the study, a quarter-vehicle model using the rigid ring tire model

    is created to test the rigid ring tire model under the influence of the sprung mass vertical

    acceleration during the ditch runs. The predicted vertical accelerations at the tire spindle

    are compared with measurements and results from FEA quarter-vehicle model for the

    model validation purposes and will serve for handling, ride quality, stability, and safety

    analyses of the vehicle.

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    Tire mechanics is quite complex to analyze because of highly nonlinear dynamic

    characteristics intrinsic to its nature. The establishment of a precise and efficient model is

    of critical importance to the analysis, simulation, and design of safer and more advanced

    tires. Once the reliable virtual tire testing environment has been established, tire model

    simulations will be easily repeated at various operation conditions, even severe operation

    conditions that cannot be accomplished in laboratory testing facilities.

    1.3 Methodology

    For the last 50 years, many tire models have been established to simulate transient and

    steady-state behaviors on various road terrains. For example, flexible ring, rigid ring,

    point contact, and FEA tire models have been performed to predict the tire responses.

    Among those tire models, the FEA tire model has performed the most reliable and

    versatile tasks under various operation conditions. Thus, the FEA is adopted in this study

    to build the truck tire model and testing environments. The FEA computer simulation

    software, PAM-SHOCK, is used to accomplish the tire modeling and virtual testing.

    Finally, the FEA tire model is completed with a validation task. The validation task of themodel involves mainly checking whether the FEA model yields a reasonable behavior as

    a real tire behaves in a real application. For the validation of the tire model, the predicted

    results from the vertical load-deflection, footprint area, first free vertical vibration mode,

    cornering characteristics, and yaw oscillation tests will be compared with physical tire

    test measurement data. The measurement data are provided by the Goodyear Tire and

    Rubber Company and the University of Michigan Transportation Research Institute

    (UMTRI).

    Subsequently, the developed tire model will be tested to predict characteristic tire

    parameters at various operation conditions, such as various vertical tire loads, speeds, and

    steering inputs. The tire model will be inflated at rated pressure and loaded at a given tire

    load on a road surface. After the tire model is stabilized, the tire model will be excited

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    according to the test specifications. Durability tests will also be performed on water

    drainage ditches using a tire model only and quarter vehicle model to predict vertical

    responses of the tire spindle. For this durability test, the FEA mesh model of 86 mm-deep

    and 736 mm-long water drainage ditch will be created. After the virtual durability test,

    the predicted vertical responses will be compared with real measurement data provided

    by one of the leading truck manufacturers.

    1.4 Statement of the Work

    Chapter 2 presents a comprehensive literature survey on tire models to help the

    understanding of tire mechanics and modeling techniques. In addition, the direction of

    this study can be guided by conducting the literature survey. Tire models are categorized

    in three different major methods: analytical tire model, rigid ring tire model, and FEA tire

    model. The modeling techniques of those models and their applications are summarized.

    The advantages and limitations of each modeling method are also described. The

    literature review focuses more extensively on the rigid ring tire models and FEA tire

    models, which cover most of this research. At the end of Chapter 2, literature on the

    calculation of the Mooney-Rivlin coefficients follows. The method to determine thecoefficients from rubber material tensile and compression tests is described in detail.

    In Chapter 3, a three-dimensional nonlinear FEA truck tire model, 295/75R22.5,

    including a detailed rim is constructed using the FEA simulation software, PAM-SHOCK.

    The methods and techniques to model tire structure, its components, and materials are

    described in detail. Beam elements, layered membrane elements, and solid elements are

    used to build the truck tire model. In addition, various virtual tire tests environments to be

    used to test the developed FEA tire model are presented at the end of the chapter. The

    FEA truck tire model will be used to predict in-plane and out-of-plane tire parameters of

    a rigid ring tire model after the validation tasks.

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    In Chapter 4, validation tasks of the developed FEA truck tire model are conducted

    through virtual static and dynamic tire tests. The static tests include vertical tire load-

    deflection and footprint area prediction tests. The dynamic tests consist of the first free

    vertical vibration mode, cornering, and yaw oscillation tests. The first free vertical

    vibration mode test is conducted on a rotating cleat-drum, and it is obtained by applying

    FFT algorithm to the predicted vertical force time history at the tire spindle. For the

    validation of the model in terms of steady-state out-of-plane motions, cornering test

    simulations are conducted at various slip angles and tire loads to predict cornering forces

    and aligning moments applied on the tire model during the tests. Yaw oscillation test is

    also conducted to examine the dynamic out-of-phase tire responses to sinusoidal steering

    angle input. As a result, the amplitude ratio and phase angle are plotted as a function of

    the path frequency. These predicted static and dynamic tire responses agree with physicalmeasurements.

    Chapter 5 presents the determination of the in-plane and out-of-plane parameters for a

    rigid ring tire model through virtual FEA tire tests. The in-plane parameters are the

    translational stiffness and damping constant of the sidewall along the longitudinal and

    vertical axes, the rotational stiffness and damping constant of the sidewall about the

    lateral axis, and the vertical stiffness and damping constant of the tire belt and tread. The

    out-of-plane parameters are the translational stiffness and damping constant along the

    lateral axis and the rotational stiffness and damping constant of the sidewall about the

    longitudinal axis. These parameters are predicted at a tire inflation pressure of 0.759 MPa

    under three tire loading cases, 13.3 kN (3,000 lb), 26.7 kN (6,000 lb), and 40.0 kN (9,000

    lb). The predicted tire parameters are implemented into a rigid ring tire model, and the

    tire model is tested on 90and 45water drainage ditches to predict in-plane and out-of-

    plane tire responses at a tire speed of 19.3 km/h (12 mph) and the various tire loads.

    Vertical tire displacements, applied forces, and moments applied on the tire model are

    predicted. The predicted responses of the rigid ring tire model are compared with those

    from the FEA tire model simulations.

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    Chapter 6 presents a quarter-vehicle model to test the rigid ring tire model in an

    environment that includes the effect of the vertical motion of the sprung mass on the

    dynamic responses of the tire models. Thus, the tire model in the quarter-vehicle model

    generates closer dynamic tire responses to real tire behaviors. The rigid ring quarter

    vehicle model consists of the rigid ring tire model, suspension, and sprung mass. For the

    suspension, the spring and shock-absorber characteristics of a tractor front axle are

    implemented to connect the sprung mass and the tire model. The sprung mass is

    constrained to move only vertically. The quarter vehicle model runs on the 90ditch to

    predict the vertical acceleration at the tire spindle at various tire running speeds. Then,

    the predicted vertical accelerations are compared with those from the FEA quarter-

    vehicle model and measured values on the front axle of the tractor-semitrailer. The rigid

    ring quarter-vehicle model simulations and measurements are conducted by one of the

    leading truck manufacturers.

    In Chapter 7, the conclusions obtained throughout this study are summarized. The major

    contributions, advantages, and limitations of the FEA tire model are also discussed. For

    future work, the dynamic performances of the FEA truck tire model in a full vehicle

    model, FEA tire model responses on a soft terrain, FEA vehicle/tire model for hydro-

    planning prediction are recommended.

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    CHAPTER 2

    LITERATURE SURVEY

    In this chapter, literature previously published on various tire modelings and analysis has

    been reviewed to help historical understanding and to provide tire modeling methods

    including their capabilities and limitations. In addition, the reviews on the various

    solution algorithms of the computational contact problems, tire testing, and tire rubber

    material modeling are followed. Before various tire modeling methods and the other

    topics are introduced, reference axis system, definitions of forces and moments applied

    on the tire are described and are later frequently mentioned throughout this study.

    2.1 Tire Axis System, Tire Forces, and Moments Definitions

    Section 2.1 describes a conventional tire axis system, forces, and moments definitions

    that are widely accepted. Also, according to the axis system, the forces and moments that

    can be applied on the tire during operation are defined. Three forces and three moments

    are described.

    2.1.1 Tire axis system

    In order to describe the characteristics of a tire and applied forces and moments on the

    tire, it is necessary, first, to define an axis system that serves as a reference for the

    definition of various parameters. One of the commonly used axis systems is

    recommended by the Society of Automotive Engineers (SAE) as shown in Figure 2-1.

    The origin of the axis system is the center of tire contact. The X-axis is the interaction of

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    the wheel plane and the ground plane with a positive direction forward. The Z-axis is

    perpendicular to the ground plane with a positive direction downward. The Y-axis is in

    the ground plane and its direction is chosen to make the axis system orthogonal, which is

    on the right of the wheel plane.

    Figure 2-1 Wheel Axis, Forces, and Moments Definitions (Wong, 2001)

    2.1.2 Tire forces and moments

    Since the tire is the only media in a vehicle that has contact with road surface, the tire

    needs to support sprung mass, resist external disturbances, and transmit driving and

    braking torques from the vehicle to the road surface. Therefore, forces and moments are

    continuously applied to the tire along all three axes during vehicle operations as shown in

    Figure 2-1. In this section, three forces and three moments are described in detail with

    their origins and important functions. The forces are longitudinal or tractive force (Fx),

    lateral force (Fy), and vertical or normal force (Fz). The moments are overturning moment

    (Mx), rolling resistance moment (My), and vertical moment or aligning moment (Mz).

    These forces and moments are mainly due to the tire-road contact and its elastic

    deformation. When the tire doesnt have contact with road surface, no forces and

    moments will be applied to the tire.

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    2.1.2.1 Tire longitudinal force

    When a tire is rolling or sliding along the longitudinal direction on a road, longitudinal

    force is applied to the tire at the contact area. The longitudinal force can be categorized

    into A) the rolling resistant force, B) longitudinal frictional force, and C) longitudinal

    reaction force according to their causes.

    A) Rolling resistant force

    During free rolling1along a straight direction, the rolling resistant force is applied to the

    tire at the contact area against the tire rolling direction. The rolling resistant force or

    rolling resistance of tires is primarily caused by the hysteresis in tire materials due to the

    carcass deflection of rolling tires. In addition to the hysteresis, many other factors can

    affect the rolling resistance of a pneumatic tire. The factors are known to be tire

    construction, materials, and its various operating conditions such as road surface

    condition, inflation pressure, speed, and temperature. At rated load and inflation pressure

    on the same size tires, bias-ply tires show higher rolling resistance than radial-ply tires

    due to greater hyteresis losses in bias-ply tires. Thicker treads, thicker sidewalls, and

    increased number of carcass plies also tend to increase the rolling resistance due to

    greater hyteresis losses. Tires made of synthetic runner compounds generally have higher

    rolling resistance than those made of natural rubber.

    Surface conditions also affect the rolling resistance. On hard and smooth surfaces, the

    rolling resistance is significantly lower than that on a soft and rough road. Each road

    surface condition shows the corresponding coefficient of rolling resistance which is

    defined as the rolling resistant force divided by vertical tire load. For example, for

    passenger car tires, the coefficient of rolling resistance is 0.013 on a concrete or asphalt

    road and 0.05 on an unpaved road. For general truck tires, the coefficient of rolling

    resistance is 0.006-0.01 on a concrete or asphalt road, which is lower than that for

    passenger car tires due to larger tire diameter and higher inflation pressure. On wet

    1 Free rolling condition is defined as the rolling condition without traction or braking

    torques applied on a tire.

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    surfaces, a higher rolling resistance is usually observed than on dry surfaces. In addition,

    a higher rolling resistance is also observed at higher speed, lower inflation pressure, and

    lower internal tire temperature.

    B) Longitudinal frictional force

    In acceleration and braking operations, there is speed difference between the rolling

    speed of a tire and its traveling speed, which results in a certain degree of slip between

    tire tread and road surface. Without acceleration and braking efforts, no slip will occur.

    With a certain amount of slip, a frictional force is developed in the tire-road contact area

    that enables the vehicle to be accelerated and decelerated. In the case of a braking

    operation, the degree of the slip can be expressed in slip ratio according to the equation

    (2-1).

    Slip ratio (%) = 100)1(

    v

    eR (2-1)

    Where,Re: tire effective rolling radius,

    : wheel angular velocity,

    v: tire speed.

    When the braking effort is so high that the wheel is locked and slides on the road surface,

    the slip ratio is defined as 100%. Normally, the slip ratio at which the frictional force

    reaches maximum falls between 10% and 30%. Therefore, the anti-skid brake system

    (ABS) maintains the slip ratios always between 10% and 30% to generate maximum

    braking efforts at full braking maneuvers.

    Tire tread rubber generates friction in three major ways: adhesion, deformation, and

    tearing/wear. Figure 2-2 shows these three components that contribute to the total friction

    force experienced by tread rubber on the road surface at a slip speed ofv.

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    Vertical Load

    =

    Aggregate

    ++

    Figure 2-2 Major Components of Rubber Friction (Haney, 2004)

    Surface adhesion arises from the momentary intermolecular bonds between the tread

    rubber and the aggregate in the road surface. The adhesion depends on the true contact

    area that is determined by the road surface profile, involved material properties, and

    contact pressure. Normally, the adhesion component is the major contributor in tire

    traction on dry and smooth roads. However, when the road is contaminated with dust or

    water, the tire loses part of the contact and formation of adhesive forces. Then, the

    adhesion friction is reduced substantially, which results in the loss of friction.

    Tread rubber in contact with a smooth surface generates friction force mainly byadhesion. However, when rubber is in contact with a rough road surface, another

    mechanism, deformation, plays an important role in friction. As the tread rubber slides on

    a rough road surface, the local deformations of the rubber are observed on road surface

    irregularities. Friction forces due to those local deformations provide most of the friction

    force between the tire and wet road surface.

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    In addition to the adhesive friction and deformation friction, the rubber produces friction

    forces by means of tear and wear. As the applied load and sliding speeds increase, local

    stress can exceed the tensile strength of the rubber especially near the area of a sharp

    irregularity. High local stress can deform the internal structure of the rubber beyond the

    point of elastic recovery. When the polymer chains are stressed to failure, tearing may

    occur. Tearing absorbs energy and results in additional friction forces at the contact

    surface.

    The friction force is different from the rolling resistant force. The rolling resistant force is

    applied on the freely rotating tire whereas the friction force is applied under acceleration

    or deceleration operations where slip exists. When the tire is under acceleration due to

    driving torque, the tractive force is applied in the direction of the motion. Conversely,

    when the tire is under deceleration due to braking, the braking force is applied to the tire

    against the tire moving direction. However, the rolling resistance is always applied

    against the tire moving direction.

    C) Longitudinal reaction force

    When the tire runs over severe road surface irregularities or obstacles such as steps,

    potholes, water drainage ditches, or speed bumps, a reaction force is applied to the tire

    longitudinally as well as laterally and vertically. This longitudinal reaction force is

    usually applied as a shock, which can cause damage to the tire and rim. All of these

    longitudinal forces are usually acting opposite to the tire moving direction at the tire-road

    contact area. The reaction force depends significantly on the suspension characteristics of

    the vehicle and tire operational conditions such as vertical load, inflation pressure, and

    speed.

    2.1.2.2 Tire lateral force

    When a vehicle undertakes a cornering operation, or subjected to cross-wind, lateral force

    is developed at the tire-road contact area. The lateral forces during a cornering maneuver

    and under irregular lateral wind are dynamic forces due to the lateral acceleration of the

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    vehicle. The lateral force in reaction to a cornering maneuver is called a cornering force.

    The cornering force is highly dependent of tire vertical load. As the vertical load on the

    tire increases under the same cornering operational condition, the cornering force also

    increases. Meanwhile, during cornering maneuvers, a higher vertical load is exerted on

    the right tires due to lateral load transfer. Therefore, higher cornering forces are also

    applied to the same right tires.

    In addition, the cornering force also depends on the slip angle of the tire. As the slip

    angle increases under the same vertical load on the tire, the cornering force also

    increases. However, when the cornering force reaches a certain level, it does not

    significantly increase further. Instead, it tends to converge to an asymptote, which is a

    road surface adhesion limit as seen in Figure 2-3.

    Figure 2-3 Cornering Force Developments at Various Slip Angles (Wong, 2001)

    The formation of the slip angle is attributed to the elastic nature of the tire. The tire tread

    grips the road surface due to friction. However, the tire also resists movement with an

    opposing force, yields to external force, and recovers when the external force is removed.

    This elastic characteristic allows the tire to have an orientation (u) different from the

    direction in which the vehicle is traveling (v) as shown in Figure 2-4 (a). The angle, ,

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    between the two orientations is defined as slip angle and plays an important role in

    cornering operations.

    A: Front left wheel

    CG: Vehicle center of gravity

    O: Center of the front left wheelPQ: Cornering curve path

    u: Current wheel orientationv: Vehicle heading direction from the CG

    v: Vehicle heading direction from thewheel A

    : Slip angle

    (a) Vehicle under cornering maneuver with slip angle

    Fy_R

    PT

    O

    A

    (b) Lateral force distribution at tire-road contact area during cornering maneuver

    Figure 2-4 Vehicle Under Cornering Maneuver and Lateral Force at the Contact Area

    The developed cornering force at the contact area is illustrated in detail in Figure 2-4 (b).

    When the vehicle is turning left, a cornering force is applied on the tire to the left at the

    contact area. However, the cornering force is not distributed symmetrically on the contact

    area around the tire center. Instead, the peak cornering force moves behind the center of

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    the tire due to the longitudinal force against the tire. Therefore, the resultant cornering

    force, Fy_R, can be drawn behind the tire center with offset, PT, as shown in Figure 2-4

    (b). The offset is called the pneumatic trail (PT). This pneumatic trail and the resultant

    cornering force generate an aligning moment about the vertical axis.

    The schematic contact area shapes are illustrated in Figure 2-5 at different slip angles.

    Originally, the tire is rolling in the direction of the top of the page and is currently turning

    left. As a result, effective stationary contact (adhesive area) occurs always at the leading

    edge of the contact area as the tire rolls. On the other hand, slip is confined to the rear of

    the contact area because the resultant cornering force is applied behind the tire center. In

    the region of the slip, the tangential surface stresses, necessary to maintain the geometric

    distortion of the tread surface, exceed the local frictional stresses available. The leading

    edge is pointing in the steering direction while the rearward portion lags behind on the

    old heading due to slip.

    Figure 2-5 Contact Area Shapes at Different Slip Angles (Haney, 2004)

    2.1.2.3 Tire vertical force

    When a vehicle is placed on the road, it is obvious that a vertical contact force exists

    between the tire and road surfaces. It is a static force due to gravity. However, when the

    vehicle is running on a rough road, the tire and sprung mass have vertical accelerations.

    Due to their vertical accelerations, the dynamic vertical force acts on the tire-road contact

    area that can reach up to three times higher than a static vertical force. The vertical force

    on the tire is affected mostly by the vertical acceleration of the sprung mass rather than

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    by the vertical acceleration of the tire itself because the weight of the sprung mass is

    much higher than that of the tire. The vertical forces on the tire are not applied at a point

    but are distributed as normal pressure in the contact area as seen in Figure 2-6.

    Fz_R

    s

    CompressionExtension

    (a) Non-rolling stationary state (b) Rolling state

    Figure 2-6 Normal Pressure Distributions in the Contact Areas (Gillespie, 1992)

    Figure 2-6 (a) shows the normal contact pressure distribution in the contact area for a

    non-rolling stationary tire. Because tire geometry and boundary conditions are symmetric

    about the center of the contact area, the pressure distribution is also symmetric. It is noted

    that at rated vertical load and inflation pressure, greater normal contact pressures are

    observed under the sidewalls and centerline of the tire due to higher vertical stiffness at

    those local areas. Meanwhile, Figure 2-6 (b) shows the normal contact pressure

    distribution in the contact area for a rolling tire. In this case, the boundary conditions are

    not symmetric about the center of the contact area. Instead, compression in the leading

    portion of the tire and extension in the trailing portion of the tire near the contact area are

    observed. Therefore, relatively greater normal contact pressures are exerted in the leading

    area of the contact. As a result, the resultant vertical force to the tire, Fz_R, can be drawn

    toward the leading edge with an offset, s, as seen in Figure 2-6 (b). This resultant force

    and offset generate a moment about the tire center, O, oppositely to the tire rotational

    direction, which is called the rolling resistance moment.

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    2.1.2.4 Tire overturning moment

    An overturning moment is defined as the moment acting on the tire spindle about the

    longitudinal axis (X-axis) due to non-symmetric vertical pressure distribution across the

    tire width in the contact area. Deformation of the tire casing and tread due to steering

    input not only affects cornering forces but also affects the pattern of the vertical contact

    force distribution in the contact area as shown in Figure 2-7.

    Figure 2-7 Overturning Moment (Yap, 1991)

    The magnitude and direction of the contact forces are skewed across the width of the

    contact area, which results in the lateral offset slightly from the non-steered center line.

    The coupling of this lateral offset and the resultant vertical force (FZ) produces an

    overturning moment (MX) acting on the tire about the longitudinal axis. The overturning

    moment increases linearly as slip angle and/or vertical load increase. The magnitude of

    the moment is about half of that observed for self-aligning moment in the slip angle range

    that is less than 4.

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    2.1.2.5 Tire rolling resistance moment

    When the tire is loaded and rolls on a road, the vertical contact pressure is distributed

    over the contact area unevenly. Since the leading part of the tire at the contact area

    undergoes compression and the trailing part of the tire undergoes extension, the vertical

    resultant reaction force tends to shift toward the leading edge as shown in Figure 2-6 (b).

    Due to the offset and resultant reaction force from the ground, the moment can be

    developed against the tire rotational direction, which is defined as the rolling resistance

    moment.

    2.1.2.6 Tire vertical moment

    The moment acting on the tire spindle about the vertical axis (Z-axis) is defined as the

    vertical moment. Non-symmetric contact force distribution on tire-road contact plane

    determines the vertical moment. In addition, during a cornering maneuver, the resultant

    cornering force acts on the tire with some offset behind the center of the contact area,

    called the pneumatic trail, PT, in Figure 2-4 (b). The cornering force and offset creates

    the vertical moment that tends to restore the steered tire to the original unsteered tire

    orientation. Therefore, this vertical moment is called the self-aligning moment or aligning

    moment. The self-aligning moment increases with increasing slip angle input, similarly to

    the cornering force response. The self-aligning moment increases as slip angle increases

    until a peak self-aligning moment is developed at approximately 4 to 6of slip angle.

    However, once the peak is reached, the self-aligning moment tends to decrease with

    further increase of the slip angle because of the decrease in the moment arm, PT.

    2.2 Tire Models

    Much research has been conducted in the area of tire manufacture, testing, and model

    development since Charles Goodyear invented the first pneumatic bicycle tires in 1839.

    To accomplish laboratory tire testing, large scale experiment set-up and highly

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    experienced measurement skill and effort are required. Specifically, the transient

    response measurements of a tire need more complex experiment facilities and data

    acquisition system. Therefore, modern scientists started to develop an alternative method

    to minimize the amount of physical laboratory tire testing.

    A number of tire models and virtual testing environments have been extensively

    developed since early 1980s. Analytical composite material models, flexible or rigid ring

    model, FEA tire models, two-dimensional models, three-dimensional models, half

    models, and full models of tires have been developed and analyzed. However, tire

    modeling has always been challenging because of the highly nonlinear nature of tires.

    Geometric nonlinearity due to large deformations of rubber compounds, material

    nonlinearity, incompressibility constraint on the deformation of rubber, and nonlinear

    contact boundary conditions contribute to the difficulty of tire modeling (Oden et al.,

    1982; Rother, 1984; Kenny, 1988; Tseng, 1989). Therefore, tire models that cover only

    specific topics of interest have been developed.

    Tire models that can predict tire responses precisely play an important role in dynamic

    vehicle simulations. Allen et al.(1995) emphasized the importance of accurate tire force

    modeling in dynamic vehicle simulations because these tire forces considerably affect the

    dynamic vehicle handling. As shown in Figure 2-8, the tire force responses interact with

    wheel spin modes, steering system, and vehicle dynamics. In other words, steering,

    braking, driving torque, and vertical load play roles as inputs to the tire. Therefore, Allen

    et al.concluded that all these complex interactions should be taken into account in order

    to accurately model tire force responses and eventually to predict reasonable and

    acceptable vehicle body motions.

    As mentioned above, tire modeling is considerably challenging. Therefore, much

    research is still continuing to develop more reliable and efficient tire models. Once a

    good tire model is developed, it is obvious that the tire model simulation will minimize

    the amount of expensive tire testing and serve for efficient dynamic vehicle simulations.

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    FX: Longitudinal tire force

    FY: Lateral tire force

    FZ: Vertical tire force or load

    MZ: Tire aligning moment

    S: Tire longitudinal slip ratio

    TB: Brake torque

    Tp: Engine power torque

    : Tire side slip angle: Tire camber angleSW: Steering wheel angleW: Front wheel angleB: Body roll angle

    Figure 2-8 Tire Force Response Interactions (Allen et al., 1995)

    2.2.1 Early Tire Models

    Since the 1950s, string models, ring models, and beam-on-elastic foundation models

    have been developed. These early tire models generally considered the tread to be a pre-

    stressed string or a ring and the sidewalls to be elastic foundations supporting the tread

    structure. These models mostly include a set of equivalent tire parameters that can be

    determined from comprehensive tire test experiments. These analytical tire models were

    useful in predicting overall tire characteristics such as vibration and responses tocornering, braking, and traction. They provided an understanding of such behavior before

    more direct techniques were applied to tire analysis. However, these early models showed

    limited accessibility and capability because (a) they required extensive experiments to

    determine the characteristic tire parameters, (b) their validity was limited to specific

    ranges of those parameters, and (c) their domain of validity could not always be predicted

    in advance.

    The early tire models mostly adopted the point contact mechanism because of its

    simplicity (Captain et al., 1979; Loo, 1985; Loeb et al., 1990). The point contact

    mechanism was established based on the assumption that a tire contacts the road surface

    only through a single point which is just located under the wheel center as seen in Figure

    2-9 (a). Because only the single point has contact with the road surface, the tire response

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    is quite sensitive to road irregularities especially to short wavelength of road profile that

    is usually filtered through a contact area in real tire applications. Therefore, the point

    contact tire model is more useful for long wave road profile inputs.

    To overcome this limitation of the point contact tire model, an effective road input model

    and an equivalent plane tire model were established. The effective road input tire model

    was developed to provide more realistic road input to the tire model as seen in Figure 2-9

    (b). Due to the curvature effect of the imaginary rigid ring which contacts the road

    profile, the lower frequency of the modified road profile, called the effective road profile,

    could be generated as represented by the dotted line in Figure 2-9 (b). This effective road

    profile provided more realistic road input to the tire than the point contact mechanism

    did.

    (a) Point contact mechanism (b) Effective road profile mechanism

    Figure 2-9 Tire-Road Contact Mechanisms of the Early Tire Models

    (Sui and Hirshey, 1999)

    Meanwhile, an equivalent plane tire-road contact model was created under theassumption that the tire could be simplified as a series of linear radial springs that

    connected the wheel center and the imaginary equivalent plane as seen in Figure 2-10 (b).

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    (a) (b)

    Figure 2-10 Equivalent Plane Tire-Road Contact Model (Sui and Hirshey, 1999)

    The equivalent plane represented the road profile whose position and orientation could be

    determined according to the original road profile and deformed area. Therefore, the

    centroid locations of both the deformed area in Figure 2-10 (a) and the equivalent areas in

    Figure 2-10 (b) are identical. In addition, the resultant force applied to the tire center due

    to the spring deformations of the equivalent plane tire model was identical to the force

    from the real road profile. This equivalent plane tire model could filter high frequency

    road profile input and worked more precisely for concave road surfaces rather than

    convex road surfaces. Still, the equivalent plane tire model has difficulty in determiningthe equivalent plane and out-of-plane behavior since the model consists of only two-

    dimensional in-plane radial springs (Davis, 1974). The effective road input model

    implemented a virtual road profile, which represented the wheel center trace when the

    vehicle travels very slowly over the real ground surface. The point contact tire model on

    this effective road profile resulted in good correlation to the real measurement output

    (Guo, 1993; Guo, 1998).

    In 1984, Takayama and Yamagishi introduced a lumped mass-spring tire model to

    analyze the in-plane tangential and radial axial forces during cleat-drum excitation. The

    tread and belts were modeled by using a rigid ring, and the tire deflection due to cleat

    excitation was allowed by line or plane springs attached to the rigid ring as seen in Figure

    2-11.

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    Figure 2-11 Five Degrees of Freedom of Lumped Mass-Spring Tire Model

    (Takayama and Yamagishi, 1984)

    As shown in the Figure, the tire model consists of five degrees of freedom including

    longitudinal (x1) and vertical (x2) motion of the rigid ring, local longitudinal (x3) and

    vertical (x4) deflections on the cleat, and rotational motion of the rigid ring ( ). The tireaxle was fixed after loading to detect the tangential and vertical reaction force during

    cleat excitation. Thus, the effects on or by the suspension system were ignored. The

    displacements and forces out of the tire plane were also neglected. The parameters for the

    rigid ring tire model were determined through comprehensive experiments to represent a

    passenger car tire, 165SR13. The tire model was loaded at 3,780N (850 lb) on a cleat-

    drum and driven at 40 km/h (25 mph) to predict longitudinal and vertical axial force and

    vibration modes. The predicted axial forces agreed well with the measured forces. It was

    found that the lowest frequency of vibration mode was detected at 40 Hz for the

    rotational vibration mode. The predicted lowest frequencies of longitudinal vibration

    mode at 67 Hz and vertical vibration mode at 74 Hz also agreed well with experimental

    results.

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    In 1985, Loo developed an analytical tire model which consisted of a flexible ring under

    tension with a nest of radially arranged linear springs and dampers to represent a

    pneumatic tire model. He was concerned with the prediction of the tires vertical load-

    displacement characteristics and its free rolling resistance. The ring, which represented

    the tread band of the tire, was assumed to be massless and completely flexible. The

    mathematical formulation of the tire contact with the smooth hard surface was based on

    the theory of a tensioned string supported by an elastic foundation. Forces developed

    within the contact area were computed from a geometrical perspective. The experimental

    verification was conducted and showed good correlation by comparison with the

    predicted vertical load-deflection characteristics for the normal working range of inflation

    pressure, deflection, and increasing surface curvature. The predicted rolling resistance

    characteristics were also found to be in good accord with the experimental measurements.

    Since 1987, Pacejka and his colleagues have established mathematical formulas to predict

    cornering forces and aligning moments. These formulas, called the Magic Formulas, are

    based on tire measurement data and calculate tire forces or moments at similar operation

    conditions (Bakker et al., 1987; Bakker et al., 1989; Apetaur, 1991; Hirschberg, 1991;

    Lidner, 1991; Oosten and Bakker, 1991; Pacejka and Bakker, 1991, Pacejka et al., 1997).

    To complete a set of Magic Formulas, tire measurement data, such as cornering force

    versus slip angle, self-aligning moment versus slip angle, or brake force versus slip ratio,

    should be prepared in advance. Therefore, extensive tire measurements need to be

    performed to cover a certain range of vertical tire loads. Once the Magic Formulas are

    established for a certain operation condition, the calculated output correlates quite well

    with the measurement data. Meanwhile, in order to generalize the Magic Formulas at a

    wide range of vertical loads, 13 coefficients need to be calculated from the extensive and

    costly tire measurements at various vertical tire loads. Because of the great number of the

    coefficients, the Magic Formulas method is frequently criticized. The example of the

    coefficients in the Magic Formula for a car tire is provided in Bakker et al.s work in

    1987.

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    In 1997, Zegelaar and Pacejka constructed a rigid ring tire model to represent a passenger

    car tire as seen in Figure 2-12. In the rigid ring tire model, the tread and steel belts were

    modeled together as a rigid ring and placed on an elastic foundation that represented the

    tire sidewall. Since the tread and steel belts were modeled as a rigid ring, a new

    parameter such as a vertical residual stiffness was required to describe the large

    deformation of the tire in the contact area. A longitudinal slip model was also introduced

    that generated the longitudinal contact force in the contact area. In order to determine the

    required parameters for the rigid ring tire model, measured tire frequency response on a

    rotating 2.5 m-diameter drum was used.

    In-plane rotational sidewall

    stiffness and damping

    Tire belt

    Rim

    In-plane longitudinalsidewall stiffness and

    damping

    In-plane vertical

    sidewall stiffness and

    damping

    Residual vertical

    stiffness and dampingRoad surface

    Longitudinal slip model

    Figure 2-12 In-Plane Rigid Ring Tire Model (Zegelaar and Pacejka, 1997)

    Zegelaar and Pacejka stated that tire in-plane vibrations are attributed to three major

    sources: brake torque fluctuations, road unevenness, and horizontal and vertical

    oscillations of the axle. Previously, they had presented the dynamic tire responses on

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    uneven roads. In this study, longitudinal force and rotational velocity at brake pressure

    variations were predicted by using the rigid ring tire model. The results from the

    simulation showed good correlation with measurements. Meanwhile, from free rolling

    simulations, the rigid ring tire model could successfully present an increasing effective

    rolling radius and vertical contact force as the tire rolling speed increased, which was due

    to the increased centrifugal forces of the tire sidewall and tread.

    In 1997, Kim and Savkoor performed an analysis of the in-plane contact problem of free

    rolling pneumatic tires on a flat road by using a ring tire model. The tire model was

    mainly constructed with an elastic ring supported on a viscoelastic foundation as shown

    in Figure 2-13.

    Figure 2-13 Flexible Ring Tire Model (Kim and Savkoor, 1997)

    The elastic ring represented a flexible tread band and belts of the tire while the elastic

    foundation described deformable sidewalls. In addition, elastic spring components, KEt

    and KGt, were introduced on the outer surface of the elastic ring to model the radial and

    tangential flexibility of tire tread rubber. The input parameters required to complete the

    ring tire model are listed in Figure 2-13. They determined those parameters based on

    measurements such as vertical load versus deflection of a radial passenger car tire,

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    205/60R15. Then, traction force distributions at contact area and rolling resistance

    coefficients were predicted at different speeds. However, no experimental measurements

    were provided to validate their predicted tractive contact forces and rolling resistance

    coefficients from the ring model.

    Bruni et al.in 1997 proposed a methodology to determine the in-plane tire parameters for

    a rigid ring tire model from limited experimental tests. The rigid ring tire model was

    devised such that it could perform vehicle comfort, braking, and driving analysis as seen

    in Figure 2-14.

    Figure 2-14 Rigid Ring Tire Model (Bruni et al., 1997)

    To complete the rigid ring tire model, basic parameters such as the moment of inertia of

    the rigid ring, rigid ring mass, and effective rolling radius were directly measured through

    torsional pendulum and free rolling tests. Then, most of the rest of the parameters, such

    as sidewall stiffness and damping as well as residual stiffness and damping were

    estimated by minimizing the difference between the experimental and analytical damped

    natural frequencies. The required in-plane tire parameters were determined for a

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    passenger car tire, 185/60R14, at inflation pressure of 0.20 MPa (29 psi) and vertical load

    of 1,990 N (450 lb) and validated through natural frequency and damping factor tests.

    Allison and Sharp (1997) also examined this simple rigid ring model to approach the low

    frequency (up to about 100 Hz) in-plane longitudinal vibration problems of vehicles.

    Schmeitz et al. (2004) presented a quarter vehicle model by combining the rigid ring tire

    model, suspension, sprung mass and elliptical cams together. The elliptical cams were

    adopted to generate an effective road profile. They predicted vertical tire motions and

    longitudinal forces for different heights of step road inputs. Then, the predicted results

    were compared with measurements and showed good correlations. They also conducted

    modal analyses on the quarter vehicle system to find a vertical mode at 71.5 Hz and a

    horizontal mode at 84.4 Hz.

    2.2.2 Finite Element Analysis Tire models

    The finite element analysis (FEA) is a useful numerical tool especially in evaluating a

    complicated design model. Since 1970, FEA has been widely adopted in analyzing stress,

    strain, and elastic/plastic deformation of more complicated structural models which

    cannot be accomplished with ease by experimental measurements or other simple models.For example, structural models in very high pressure or temperature application, vehicle

    crashworthiness, and high speed impact simulations of deformable bodies have been

    constructed and analyzed by using FEA.

    Since 1970s, FEA has been adopted in the development of effective and efficient tire

    models because traditional structural analysis techniques could no longer offer

    sufficiently detailed results for advanced tire designs. Moreover, the FEA tire models can

    reflect real-world boundary conditions more directly without adjustments compared to

    the previous non-FEA tire models. The FEA tire models can also directly handle large

    deformations around the contact area without additional adjustments such as the residual

    stiffness and damping used in ring tire models. The FEA tire models can also use an

    actual road profile, without any modification of the original profile. Early FEA tire

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    models can predict basic characteristic tire responses, such as tire-road contact areas,

    stiffness, vibration modes, cornering forces, and self-aligning moments.

    The FEA simulation of a tire is still a challenging task due to computational contact

    problems as well as the nonlinearity nature of the tire. The handling of the contact

    boundary is the most challenging and has attracted much intention. In many cases, a

    Lagrange multiplier, penalty term, or gap element is adopted to describe the interaction

    between tire treads and the road surface. A gap element is the easiest way to handle

    contact problems. However, it cannot easily deal with contact-impact and contact on an

    arbitrarily shaped surface. In this section, the FEA tire models with contact are reviewed.

    The development of the contact solution algorithms are reviewed in Section 2.3. Due to

    computational limitations, most tire simulations using the finite element method have

    been limited to the static or quasi-static analyses in early ages of FEA tire models. It was

    not until in late 1990s that transient responses have been studied using an explicit FEA

    option.

    Padovan (1977) employed a two-dimensional curved axis-symmetric thin shell element

    model to examine the power dissipative rolling resistance and thermo-viscoelastic

    problem of steady-state rolling tires. Trivisonno (1977) also examined the similar thermal

    problem by a two-dimensional finite difference model. Noor and Anderson (1982) stated

    that thin shell models neglect transv